{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "165a545a",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "* 本周主要内容：图像识别（认知服务）\n",
    "* 23春_API_人工智能与机器学习_week03\n",
    "* 笔记记录：戴彤\n",
    "---\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ea7fce0a",
   "metadata": {},
   "source": [
    "# 复习"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fa2903db",
   "metadata": {},
   "source": [
    "### 复习1：上周内容，AI、API、机器学习的基本认知以及数据科学的基本流程\n",
    "\n",
    "* 1、API for AI 有哪些人工智能的分类  \n",
    "计算机视觉  \n",
    "语义识别  \n",
    "自然语言处理  \n",
    "推荐系统  \n",
    "* 2、机器学习的概念  \n",
    "有一定规范的数据  \n",
    "输入特征值  \n",
    "什么事泛化  "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3965c49e",
   "metadata": {},
   "source": [
    "# 本周内容及学习目标    \n",
    "\n",
    "### API文档阅读规范  \n",
    "Review: APIs use HTTP, HTTP requests的不同模式  \n",
    "### 实践：百度图像识别  \n",
    "Review: APIs use HTTP, HTTP requests的不同模式  \n",
    "GET  \n",
    "POST  \n",
    "(optional) DELETE  \n",
    "e.g  \n",
    "百度AI-通用图像识别(https://ai.baidu.com/ai-doc/IMAGERECOGNITION/Xk3bcxe21)  \n",
    "request学习  \n",
    "[requests体验](http://cn.python-requests.org/zh_CN/latest/](http://cn.python-requests.org/zh_CN/latest/)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "35d2ef2e",
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "54e7c84f",
   "metadata": {},
   "outputs": [],
   "source": [
    "r = requests.get('https://api.github.com/events')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c15bb607",
   "metadata": {},
   "source": [
    "# 体验状态码"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "9b1749a7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "200"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.status_code"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "30470f92",
   "metadata": {},
   "source": [
    "# 体验请求头"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "35c985e9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'application/json; charset=utf-8'"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.headers['content-type']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3c4e8bd0",
   "metadata": {},
   "source": [
    "# 体验页面编码"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "a2e146be",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'utf-8'"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.encoding"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "516bcbc9",
   "metadata": {},
   "source": [
    "# 体验页面三种不同数据形态获取    \n",
    "* 观察 text、json、content三种样式区别  \n",
    "* 思考什么情况下用哪种形态"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "f891c1cd",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    'body': 'Bumps [@fortawesome/free-solid-svg-icons](https://github.com/FortAwesome/Font-Awesome) from 6.2.1 to 6.3.0.\\n<details>\\n<summary>Release notes</summary>\\n<p><em>Sourced from <a href=\"https://github.com/FortAwesome/Font-Awesome/releases\"><code>@\\u200bfortawesome/free-solid-svg-icons</code>\\'s releases</a>.</em></p>\\n<blockquote>\\n<h2>Release 6.3.0</h2>\\n<p><strong>Change log available at <a href=\"https://fontawesome.com/docs/changelog/\">https://fontawesome.com/docs/changelog/</a></strong></p>\\n</blockquote>\\n</details>\\n<details>\\n<summary>Commits</summary>\\n<ul>\\n<li><a href=\"https://github.com/FortAwesome/Font-Awesome/commit/d02961b018153506364077343b0edcde0a39d27e\"><code>d02961b</code></a> Release 6.3.0 (<a href=\"https://redirect.github.com/FortAwesome/Font-Awesome/issues/19539\">#19539</a>)</li>\\n<li><a href=\"https://github.com/FortAwesome/Font-Awesome/commit/adb2273bdbff7abeff8f16dbde9e88722827f356\"><code>adb2273</code></a> Typo fixed (<a href=\"https://redirect.github.com/FortAwesome/Font-Awesome/issues/19467\">#19467</a>)</li>\\n<li>See full diff in <a href=\"https://github.com/FortAwesome/Font-Awesome/compare/6.2.1...6.3.0\">compare view</a></li>\\n</ul>\\n</details>\\n<br />\\n\\n\\n[![Dependabot compatibility score](https://dependabot-badges.githubapp.com/badges/compatibility_score?dependency-name=@fortawesome/free-solid-svg-icons&package-manager=npm_and_yarn&previous-version=6.2.1&new-version=6.3.0)](https://docs.github.com/en/github/managing-security-vulnerabilities/about-dependabot-security-updates#about-compatibility-scores)\\n\\nDependabot will resolve any conflicts with this PR as long as you don\\'t alter it yourself. You can also trigger a rebase manually by commenting `@dependabot rebase`.\\n\\n[//]: # (dependabot-automerge-start)\\n[//]: # (dependabot-automerge-end)\\n\\n---\\n\\n<details>\\n<summary>Dependabot commands and options</summary>\\n<br />\\n\\nYou can trigger Dependabot actions by commenting on this PR:\\n- `@dependabot rebase` will rebase this PR\\n- `@dependabot recreate` will recreate this PR, overwriting any edits that have been made to it\\n- `@dependabot merge` will merge this PR after your CI passes on it\\n- `@dependabot squash and merge` will squash and merge this PR after your CI passes on it\\n- `@dependabot cancel merge` will cancel a previously requested merge and block automerging\\n- `@dependabot reopen` will reopen this PR if it is closed\\n- `@dependabot close` will close this PR and stop Dependabot recreating it. You can achieve the same result by closing it manually\\n- `@dependabot ignore this major version` will close this PR and stop Dependabot creating any more for this major version (unless you reopen the PR or upgrade to it yourself)\\n- `@dependabot ignore this minor version` will close this PR and stop Dependabot creating any more for this minor version (unless you reopen the PR or upgrade to it yourself)\\n- `@dependabot ignore this dependency` will close this PR and stop Dependabot creating any more for this dependency (unless you reopen the PR or upgrade to it yourself)\\n\\n\\n</details>',\n",
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  {
   "cell_type": "markdown",
   "id": "9c9ec75b",
   "metadata": {},
   "source": [
    " ### 尝试自己随机找一个网站来看三种数据形态"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9428b016",
   "metadata": {},
   "source": [
    "# 百度图像识别  \n",
    "### 通用图像识别(体验图像分类)  \n",
    "### 通用物体和场景识别  \n",
    "* 接口描述  \n",
    "该请求用于通用物体及场景识别，即对于输入的一张图片（可正常解码，且长宽比适宜），输出图片中的多个物体及场景标签。  \n",
    "  \n",
    "* 请求示例  \n",
    "HTTP 方法：POST  \n",
    "\n",
    "* 请求URL  \n",
    "(https://gitee.com/link?target=https%3A%2F%2Faip.baidubce.com%2Frest%2F2.0%2Fimage-classify%2Fv2%2Fadvanced_general)  \n",
    "  \n",
    "### 鉴权认证机制(access_token)  \n",
    "获取Access Token  \n",
    "获取access_token示例代码:  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "745e1660",
   "metadata": {},
   "outputs": [],
   "source": [
    "# encoding:utf-8\n",
    "import requests \n",
    "\n",
    "# client_id 为官网获取的AK， client_secret 为官网获取的SK\n",
    "host = 'https://aip.baidubce.com/oauth/2.0/token?grant_type=client_credentials&client_id=【官网获取的AK】&client_secret=【官网获取的SK】'\n",
    "response = requests.get(host)\n",
    "if response:\n",
    "    print(response.json())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "29172063",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'refresh_token': '25.313fba69752b6874a4ae7114a5f6ebf5.315360000.1995968825.282335-32000839', 'expires_in': 2592000, 'session_key': '9mzdWBWRFTZEY/NOog5Ia80sqInnJkrqJnwEDUMURNqqU36Dzh7oouXvL92uRfWJnuHHFa80mYTA0eSHmPyGMOpCP7cpZg==', 'access_token': '24.ce74900610bd79cd7ef4093bd4540987.2592000.1683200825.282335-32000839', 'scope': 'public brain_all_scope vis-faceverify_faceverify_h5-face-liveness vis-faceverify_FACE_V3 vis-faceverify_idl_face_merge vis-faceverify_FACE_EFFECT vis-faceverify_face_beauty vis-faceverify_face_feature_sdk brain_face_scene_scope wise_adapt lebo_resource_base lightservice_public hetu_basic lightcms_map_poi kaidian_kaidian ApsMisTest_Test权限 vis-classify_flower lpq_开放 cop_helloScope ApsMis_fangdi_permission smartapp_snsapi_base smartapp_mapp_dev_manage iop_autocar oauth_tp_app smartapp_smart_game_openapi oauth_sessionkey smartapp_swanid_verify smartapp_opensource_openapi smartapp_opensource_recapi fake_face_detect_开放Scope vis-ocr_虚拟人物助理 idl-video_虚拟人物助理 smartapp_component smartapp_search_plugin avatar_video_test b2b_tp_openapi b2b_tp_openapi_online smartapp_gov_aladin_to_xcx', 'session_secret': '42f3e5ff4afb0f47836d53051d8c195a'}\n"
     ]
    }
   ],
   "source": [
    "# encoding:utf-8\n",
    "import requests \n",
    "\n",
    "# client_id 为官网获取的AK， client_secret 为官网获取的SK\n",
    "host = 'https://aip.baidubce.com/oauth/2.0/token'\n",
    "payload = {\n",
    "    'grant_type':'client_credentials',\n",
    "    'client_id':'QC2ChZCB5qfkmDwLHAlXSqEU',\n",
    "    'client_secret':'eRWGIE4TRDpY7LLtxrH5fbRFCsLgZOK3'\n",
    "}\n",
    "response = requests.get(host,params=payload)\n",
    "if response:\n",
    "    print(response.json())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "b7a9ed82",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'24.ce74900610bd79cd7ef4093bd4540987.2592000.1683200825.282335-32000839'"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dait_AT = response.json()['access_token']\n",
    "dait_AT"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7b05f9a1",
   "metadata": {},
   "source": [
    "# 通用识别示例"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "48e68fc8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'error_code': 6, 'error_msg': 'No permission to access data'}\n"
     ]
    }
   ],
   "source": [
    "# encoding:utf-8\n",
    "\n",
    "import requests\n",
    "import base64\n",
    "\n",
    "'''\n",
    "通用物体和场景识别\n",
    "'''\n",
    "\n",
    "request_url = \"https://aip.baidubce.com/rest/2.0/image-classify/v2/advanced_general\"\n",
    "# 二进制方式打开图片文件\n",
    "f = open(r'C:\\Users\\dait\\Desktop\\fensedahai.jpg', 'rb')\n",
    "img = base64.b64encode(f.read())\n",
    "\n",
    "params = {\"image\":img}\n",
    "access_token = '[24.ce74900610bd79cd7ef4093bd4540987.2592000.1683200825.282335-32000839]'\n",
    "request_url = request_url + \"?access_token=\" + access_token\n",
    "headers = {'content-type': 'application/x-www-form-urlencoded'}\n",
    "response = requests.post(request_url, data=params, headers=headers)\n",
    "if response:\n",
    "    print (response.json())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e7c43a7f",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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